{"data":{"id":"0ccd8e62-ebad-4523-9ac9-46534a3c0132","title":"WildFakeToolBench: Benchmarking AI-Generated Image Detectors with Web-Sourced Image Processing","summary":"The authors introduce WildFakeToolBench, a benchmark of 156 executable image-processing tools derived from 220 public web sources across 142 domains, built to test whether such tools can help evade AI-generated image detectors. On 105 images from five generators, the strongest individual tools reach attack success rates of 25.25% to 100% across six detectors, and eight-tool subsets reach worst-case coverage above 80% for every detector. The authors note that effectiveness is sparse and detector-specific, so broad coverage does not imply reliable one-shot evasion.","solution":"N/A -- no mitigation discussed in source.","labels":["security","research"],"sourceUrl":"https://arxiv.org/abs/2610.31152v1","publishedAt":"2026-10-22T12:09:13.000Z","cveId":null,"cweIds":null,"cvssScore":null,"cvssSeverity":null,"severity":"info","attackType":["model_evasion"],"issueType":"research","affectedPackages":null,"affectedPackageNames":null,"affectedPackageRefs":null,"affectedVendors":[],"affectedVendorsRaw":[],"classifierModel":"claude-haiku-5-5","classifierPromptVersion":"v4","summaryPromptVersion":"v2","headline":null,"headlinePromptVersion":null,"cvssVector":null,"attackVector":null,"attackComplexity":null,"privilegesRequired":null,"userInteraction":null,"exploitMaturity":null,"epssScore":null,"epssCheckedAt":null,"kevDateAdded":null,"advisoryAliases":null,"affectedPackagesSource":null,"affectedPackagesCheckedAt":null,"patchAvailable":null,"disclosureDate":"2026-10-22T12:09:13.000Z","capecIds":null,"crossRefCount":0,"attackSophistication":"moderate","impactType":["integrity"],"aiComponentTargeted":"model","llmSpecific":false,"classifierConfidence":0.93,"researchCategory":"preprint","atlasIds":null}}